UIT-Polar at SemEval-2026 Task 9: Detecting Multilingual, Multicultural and Multievent Online Polarization

FourBytes at EXIST 2026: Cross-Attention Multimodal Fusion for Sexism Detection in Memes

PlurVA-LLM-2026 Shared Task Track-1: Pluralistic Value Alignment in LLMs via Multilingual Fine-Tuning and Threshold Calibration

This approach combines option-permutation augmentation for Chinese data, annotator vote expansion for Indonesian data, and binary reformulation with SinhalaMMLU augmentation with SinhalaMMLU augmentation for Sri Lankan data to focus on pluralistic value alignment in the contexts of China, Indonesia, and Sri Lanka.

SRCB at SemEval-2026 Task 5: A Multi-Target Finetuning Framework for Large Language Models with Joint Regression and Text Generation

The Eloquence submission for Task 2 of the Interspeech 2026 MLC-SLM challenge

This paper details the Eloquence team's approach to Task 2 of the 2nd MLC-SLM challenge at Interspeech 2026, which involves multilingual Multiple-Choice Question Answering (MCQA) across 21 languages. Three approaches are explored. First, we fine-tune Voxtral-Mini-3B via LoRA with cross-lingual data augmentation, ASR tr...

ELiRF-UPV at MisonGyny-IberLEF 2026: Misogyny in Song Lyrics

MUCnoHARM@GermEval Shared Task 2026: Retrieval-based In-Context Learning for Defamatory Offences, and Where It Falls Short

This work studies a variety of retrieval-based in-context learning (RetICL) strategies for detecting defamatory offences under {\S}{\S} 185-187 StGB (the subject of GermEval 2026 Subtask 4).